Since 1989, ERI has utilized the latest technology and statistical methods to automate compensation tasks to save subscribers time and money. At ERI, our approach to artificial intelligence is rooted in practical solutions that solve real world challenges. We have initiatives in three areas: reducing time spent on repetitive tasks, improving data accuracy, and enhancing decision-making in complex compensation work.
Our philosophy is simple: AI should make professionals more effective and strategic. It should amplify expertise, ensure consistency, and uncover insights that would otherwise remain hidden in data. To this end, ERI has developed a suite of AI-powered tools, including AI job matching, to help HR professionals efficiently and accurately manage compensation.
What Is Job Matching?
Job matching is the process of reading and analyzing internal job descriptions and comparing them to job descriptions found in salary surveys. Once an internal description is matched to a survey description, then HR and compensation professionals can use the survey’s market rate to establish, verify, and modify the salary for an internal job.
Why Is Job Matching Important?
It is crucial to get pay rates right, and salary accuracy depends on getting the correct job matches between an organization’s internal jobs and benchmark jobs in salary surveys. Accurate market pay rates allow organizations to be competitive in recruiting and retaining talent. To determine these pay rates, organizations must first assess market rates through survey job matching.
Organizations should know how their internal pay ranges and compensation philosophies compare to that of their peer organizations. Understanding the market for a job starts with identifying that job in a salary survey. A poor match to the marketplace can lead to significant overpayment or underpayment for a job, which is why job matching is an integral part of the compensation process. What’s more, in addition to external equity, the quality of a job match can impact internal equity, including pay compression.
The Benefits of AI-Powered Job Matching
Manually matching your organization’s jobs to an external job taxonomy can be time consuming and inconsistent. Furthermore, job matching heavily relies on individual judgment to interpret titles and descriptions that may vary widely between organizations. This subjectivity can lead to mismatched benchmarks, inaccurate market comparisons, and issues with pay compression. AI-driven job matching solves this by analyzing the language and context of each role, ensuring consistent, data-backed alignment between internal positions and external market data.
ERI’s AI-Powered Job Matching leverages artificial intelligence to seamlessly connect your organization’s roles with the most relevant benchmarks in our extensive job database. By analyzing both job titles and detailed descriptions, our system goes beyond simple keyword searches to capture the true meaning and context behind each position. This ensures that, even when job titles differ across organizations, the underlying responsibilities, requirements, and scope of work are recognized and matched appropriately.
Through advanced language modeling and similarity analysis, ERI’s AI job matching functionality identifies the top five most compatible benchmark jobs for each submission. This intelligent process reduces the time involved in manual job matching, delivering consistent, data-driven results that align with ERI’s trusted methodology. The result is a faster, more accurate matching experience, helping compensation professionals, analysts, and organization leadership make confident decisions backed by modern AI and over 35 years of ERI research expertise.

The Future of AI at ERI
As AI technology evolves, ERI remains focused on responsible implementation, with solutions anchored in research, data integrity, and practical applicability. Every model we build is designed to enhance clarity, consistency, and confidence for compensation professionals.
At its core, ERI’s AI strategy is about augmenting expertise with intelligence by combining decades of compensation knowledge with modern AI innovation to solve real-world problems with accuracy and insight.
To learn more about the AI job matching tool in ERI’s Assessor Platform, please try a free demo or sign up for a guided tour of ERI’s AI-powered features today!